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We consider a nonlinear pricing environment with private information. We provide profit guarantees (and associated mechanisms) that the seller can achieve across all possible distributions of willingness to pay of the buyers. With a…

理论经济学 · 经济学 2023-02-01 Dirk Bergemann , Tibor Heumann , Stephen Morris

There is an opportunity in modern power systems to explore the demand flexibility by incentivizing consumers with dynamic prices. In this paper, we quantify demand flexibility using an efficient tool called time-varying elasticity, whose…

机器学习 · 计算机科学 2022-02-03 Guangchun Ruan , Daniel S. Kirschen , Haiwang Zhong , Qing Xia , Chongqing Kang

We propose the Integrable Context-Dependent Demand Network (ICDN), a demand-first neural model for multiproduct retail demand. The model learns log-demand as a smooth, context-conditioned function of log-prices, allowing elasticities to be…

机器学习 · 计算机科学 2026-05-22 Carlos Heredia , Daniel Roncel

In many realistic problems of allocating resources, economy efficiency must be taken into consideration together with social equality, and price rigidities are often made according to some economic and social needs. We study the…

计算机科学与博弈论 · 计算机科学 2014-05-27 Wei Huang , Jian Lou , Zhonghua Wen

The paper proposes a framework for modeling and analysis of the dynamics of supply, demand, and clearing prices in power system with real-time retail pricing and information asymmetry. Real-time retail pricing is characterized by passing on…

系统与控制 · 计算机科学 2011-06-08 Mardavij Roozbehani , Munther A Dahleh , Sanjoy K Mitter

We consider a novel pricing and advertising framework, where a seller not only sets product price but also designs flexible 'advertising schemes' to influence customers' valuation of the product. We impose no structural restriction on the…

计算机科学与博弈论 · 计算机科学 2024-12-12 Shipra Agrawal , Yiding Feng , Wei Tang

Lately, personalized marketing has become important for retail/e-retail firms due to significant rise in online shopping and market competition. Increase in online shopping and high market competition has led to an increase in promotional…

机器学习 · 计算机科学 2020-10-19 Ankur Verma

Firms increasingly rely on dynamic pricing to respond to evolving customer demand, yet in many applications they observe only the revenue generated by a single posted price in each period. At the same time, market conditions may shift…

机器学习 · 计算机科学 2026-05-21 Xiangyu Yang , Feng Xu , Jian-Qiang Hu , Jiaqiao Hu

We consider a dynamic pricing problem where customer response to the current price is impacted by the customer price expectation, aka reference price. We study a simple and novel reference price mechanism where reference price is the…

机器学习 · 计算机科学 2024-07-23 Shipra Agrawal , Wei Tang

Price determination is a central research topic of revenue management in marketing. The important aspect in pricing is controlling the stochastic behavior of demand, and the previous studies have tackled price optimization problems with…

最优化与控制 · 数学 2024-01-04 Yuya Hikima , Akiko Takeda

To determine the welfare implications of price changes in demand data, we introduce a revealed preference relation over prices. We show that the absence of cycles in this relation characterizes a consumer who trades off the utility of…

计量经济学 · 经济学 2024-07-03 Rahul Deb , Yuichi Kitamura , John K. -H. Quah , Jörg Stoye

This paper studies the problem of output agreement in networks of nonlinear dynamical systems under time-varying disturbances. Necessary and sufficient conditions for output agreement are derived for the class of incrementally passive…

系统与控制 · 计算机科学 2013-02-05 Mathias Burger , Claudio De Persis

Evaluating the financial performance of manufacturing firms requires consideration of both the time value of money and the relative importance of multiple decision criteria. Conventional approaches relying solely on deterministic…

理论经济学 · 经济学 2026-02-05 Duaa Abdullah , Marwa Abdullah

What is the demand elasticity of statistical arbitrageurs that invest according to the advice of modern cross-sectional asset pricing models? Thirteen models from the literature exhibit strikingly inelastic demand, in contrast to classical…

投资组合管理 · 定量金融 2024-09-27 Carter Davis

Demand variance can result in a mismatch between planned supply and actual demand. Demand shaping strategies such as pricing can be used to shift elastic demand to reduce the imbalance. In this work, we propose to consider elastic demand in…

机器学习 · 统计学 2018-09-11 Houtao Deng , Ganesh Krishnan , Ji Chen , Dong Liang

We study the problem of learning the optimal item pricing for a unit-demand buyer with independent item values, and the learner has query access to the buyer's value distributions. We consider two common query models in the literature: the…

计算机科学与博弈论 · 计算机科学 2025-06-04 Yifeng Teng , Yifan Wang

We consider a seller offering a large network of $N$ products over a time horizon of $T$ periods. The seller does not know the parameters of the products' linear demand model, and can dynamically adjust product prices to learn the demand…

机器学习 · 统计学 2021-12-21 N. Bora Keskin , David Simchi-Levi , Prem Talwai

We study non-stationary single-item, periodic-review inventory control problems in which the demand distribution is unknown and may change over time. We analyze how demand non-stationarity affects learning performance across inventory…

最优化与控制 · 数学 2026-02-06 Nele H. Amiri , Sean R. Sinclair , Maximiliano Udenio

This paper is about our attempt of identifying trade elasticities through the variations in the exchange rate, for possible applications to the case of services whose physical transactions are veiled in the trade statistics. The regression…

综合经济学 · 经济学 2024-12-20 Satoshi Nakano , Kazuhiko Nishimura

We study problems of the calculus of variations and optimal control within the framework of time scales. Specifically, we obtain Euler-Lagrange type equations for both Lagrangians depending on higher order delta derivatives and…

最优化与控制 · 数学 2010-07-30 Rui A. C. Ferreira